Hadoop is an open-source software framework developed for processing large data sets in a distributed computing environment, originally created from concepts in Google's map-reduce system. Companies like Yahoo and Facebook utilize Hadoop for various applications, emphasizing its scalability, cost-effectiveness, and speed compared to traditional data processing methods. The document also discusses the architecture of Hadoop, its components, and the prerequisites needed to learn its functionalities.